{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyse user response data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as pl\n",
    "import numpy as np\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "responses = []\n",
    "with open(\"trial_data2_3_3_2019.csv\") as f:\n",
    "    lines = f.readlines()\n",
    "    for line in lines:\n",
    "        parts = line.replace('\"\"', \"'\").replace('\"', \"\").split(\",\", maxsplit=3)\n",
    "        user_id,hit_id = parts[0].split(\":\")\n",
    "        data = json.loads(parts[3].replace(\"'\", '\"'))\n",
    "        data[\"user_id\"] = user_id\n",
    "        data[\"hit_id\"] = hit_id\n",
    "        if user_id != \"A1VIB2NEKBZUKQ\": # skip data from my own tests\n",
    "            responses.append(data)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_allocations(responses, mark):\n",
    "    allocs = {}\n",
    "    for r in responses:\n",
    "        if r[\"mark\"] == mark:\n",
    "            id = str(r[\"fever_credit\"]) + \" \" + str(r[\"cough_credit\"]) + \" \" + str(r[\"headache_credit\"])\n",
    "            allocs[id] = allocs.get(id, 0) + 1\n",
    "    return allocs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_allocations(responses, mark):\n",
    "    allocs = get_allocations(responses, mark)\n",
    "    ks = list(allocs.keys())\n",
    "    vs = [allocs[k] for k in ks]\n",
    "    inds = np.argsort(-np.array(vs))\n",
    "    pl.title(mark + \" %d\" % np.sum(vs))\n",
    "    pl.bar([ks[i] for i in inds], [vs[i] for i in inds])\n",
    "    pl.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'2 2 0': 28, '2 1 1': 1, '0 2 2': 1, '2 2 2': 1, '10 10 10': 1, '1 2 1': 1}"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_allocations(responses, \"questionA0_stop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "marks = [\n",
    "    \"questionA0_stop\", \"questionA1_stop\", \"questionA2_stop\",\n",
    "    \"questionB0_stop\", \"questionB1_stop\", \"questionB2_stop\",\n",
    "    \"questionC0_stop\", \"questionC1_stop\", \"questionC2_stop\",\n",
    "    \"questionD0_stop\", \"questionD1_stop\", \"questionD2_stop\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sklearn\n",
    "import shap\n",
    "import numpy as np\n",
    "import graphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
       " -->\n",
       "<!-- Title: Tree Pages: 1 -->\n",
       "<svg width=\"462pt\" height=\"258pt\"\n",
       " viewBox=\"0.00 0.00 461.66 258.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 254)\">\n",
       "<title>Tree</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-254 457.6582,-254 457.6582,4 -4,4\"/>\n",
       "<!-- 0 -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>0</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"#000000\" d=\"M268.7744,-250C268.7744,-250 184.8838,-250 184.8838,-250 178.8838,-250 172.8838,-244 172.8838,-238 172.8838,-238 172.8838,-198 172.8838,-198 172.8838,-192 178.8838,-186 184.8838,-186 184.8838,-186 268.7744,-186 268.7744,-186 274.7744,-186 280.7744,-192 280.7744,-198 280.7744,-198 280.7744,-238 280.7744,-238 280.7744,-244 274.7744,-250 268.7744,-250\"/>\n",
       "<text text-anchor=\"start\" x=\"200.8047\" y=\"-235.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X</text>\n",
       "<text text-anchor=\"start\" x=\"210.1426\" y=\"-235.8\" font-family=\"Helvetica,sans-Serif\" baseline-shift=\"sub\" font-size=\"14.00\" fill=\"#000000\">1</text>\n",
       "<text text-anchor=\"start\" x=\"217.9287\" y=\"-235.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\"> ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"192.0034\" y=\"-221.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.25</text>\n",
       "<text text-anchor=\"start\" x=\"181.1069\" y=\"-207.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 100</text>\n",
       "<text text-anchor=\"start\" x=\"192.3862\" y=\"-193.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 1 -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>1</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"#000000\" d=\"M205.4879,-150C205.4879,-150 130.1703,-150 130.1703,-150 124.1703,-150 118.1703,-144 118.1703,-138 118.1703,-138 118.1703,-98 118.1703,-98 118.1703,-92 124.1703,-86 130.1703,-86 130.1703,-86 205.4879,-86 205.4879,-86 211.4879,-86 217.4879,-92 217.4879,-98 217.4879,-98 217.4879,-138 217.4879,-138 217.4879,-144 211.4879,-150 205.4879,-150\"/>\n",
       "<text text-anchor=\"start\" x=\"141.8047\" y=\"-135.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X</text>\n",
       "<text text-anchor=\"start\" x=\"151.1426\" y=\"-135.8\" font-family=\"Helvetica,sans-Serif\" baseline-shift=\"sub\" font-size=\"14.00\" fill=\"#000000\">0</text>\n",
       "<text text-anchor=\"start\" x=\"158.9287\" y=\"-135.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\"> ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"133.0034\" y=\"-121.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.25</text>\n",
       "<text text-anchor=\"start\" x=\"126\" y=\"-107.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 50</text>\n",
       "<text text-anchor=\"start\" x=\"133.3862\" y=\"-93.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>0&#45;&gt;1</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M207.8364,-185.8089C202.7834,-177.2445 197.2573,-167.8782 191.969,-158.915\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"194.8822,-156.9649 186.7862,-150.1308 188.8533,-160.522 194.8822,-156.9649\"/>\n",
       "<text text-anchor=\"middle\" x=\"180.5439\" y=\"-170.1389\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">True</text>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>4</title>\n",
       "<path fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"#000000\" d=\"M323.4879,-150C323.4879,-150 248.1703,-150 248.1703,-150 242.1703,-150 236.1703,-144 236.1703,-138 236.1703,-138 236.1703,-98 236.1703,-98 236.1703,-92 242.1703,-86 248.1703,-86 248.1703,-86 323.4879,-86 323.4879,-86 329.4879,-86 335.4879,-92 335.4879,-98 335.4879,-98 335.4879,-138 335.4879,-138 335.4879,-144 329.4879,-150 323.4879,-150\"/>\n",
       "<text text-anchor=\"start\" x=\"259.8047\" y=\"-135.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">X</text>\n",
       "<text text-anchor=\"start\" x=\"269.1426\" y=\"-135.8\" font-family=\"Helvetica,sans-Serif\" baseline-shift=\"sub\" font-size=\"14.00\" fill=\"#000000\">0</text>\n",
       "<text text-anchor=\"start\" x=\"276.9287\" y=\"-135.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\"> ≤ 0.5</text>\n",
       "<text text-anchor=\"start\" x=\"251.0034\" y=\"-121.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.25</text>\n",
       "<text text-anchor=\"start\" x=\"244\" y=\"-107.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 50</text>\n",
       "<text text-anchor=\"start\" x=\"251.3862\" y=\"-93.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;4 -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>0&#45;&gt;4</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M245.8218,-185.8089C250.8748,-177.2445 256.4009,-167.8782 261.6892,-158.915\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"264.8049,-160.522 266.872,-150.1308 258.776,-156.9649 264.8049,-160.522\"/>\n",
       "<text text-anchor=\"middle\" x=\"273.1143\" y=\"-170.1389\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>2</title>\n",
       "<path fill=\"transparent\" stroke=\"#000000\" d=\"M87.4879,-50C87.4879,-50 12.1703,-50 12.1703,-50 6.1703,-50 .1703,-44 .1703,-38 .1703,-38 .1703,-12 .1703,-12 .1703,-6 6.1703,0 12.1703,0 12.1703,0 87.4879,0 87.4879,0 93.4879,0 99.4879,-6 99.4879,-12 99.4879,-12 99.4879,-38 99.4879,-38 99.4879,-44 93.4879,-50 87.4879,-50\"/>\n",
       "<text text-anchor=\"start\" x=\"18.8965\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"8\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"15.3862\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;2 -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>1&#45;&gt;2</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M127.2202,-85.9947C115.0869,-76.432 101.8006,-65.9606 89.7142,-56.4349\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"91.5878,-53.4551 81.5673,-50.014 87.2548,-58.9529 91.5878,-53.4551\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>3</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M205.4879,-50C205.4879,-50 130.1703,-50 130.1703,-50 124.1703,-50 118.1703,-44 118.1703,-38 118.1703,-38 118.1703,-12 118.1703,-12 118.1703,-6 124.1703,0 130.1703,0 130.1703,0 205.4879,0 205.4879,0 211.4879,0 217.4879,-6 217.4879,-12 217.4879,-12 217.4879,-38 217.4879,-38 217.4879,-44 211.4879,-50 205.4879,-50\"/>\n",
       "<text text-anchor=\"start\" x=\"136.8965\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"126\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"133.3862\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;3 -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>1&#45;&gt;3</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M167.8291,-85.9947C167.8291,-77.6273 167.8291,-68.5643 167.8291,-60.0478\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"171.3292,-60.014 167.8291,-50.014 164.3292,-60.0141 171.3292,-60.014\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>5</title>\n",
       "<path fill=\"#e58139\" stroke=\"#000000\" d=\"M323.4879,-50C323.4879,-50 248.1703,-50 248.1703,-50 242.1703,-50 236.1703,-44 236.1703,-38 236.1703,-38 236.1703,-12 236.1703,-12 236.1703,-6 242.1703,0 248.1703,0 248.1703,0 323.4879,0 323.4879,0 329.4879,0 335.4879,-6 335.4879,-12 335.4879,-12 335.4879,-38 335.4879,-38 335.4879,-44 329.4879,-50 323.4879,-50\"/>\n",
       "<text text-anchor=\"start\" x=\"254.8965\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"244\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"251.3862\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;5 -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>4&#45;&gt;5</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M285.8291,-85.9947C285.8291,-77.6273 285.8291,-68.5643 285.8291,-60.0478\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"289.3292,-60.014 285.8291,-50.014 282.3292,-60.0141 289.3292,-60.014\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>6</title>\n",
       "<path fill=\"transparent\" stroke=\"#000000\" d=\"M441.4879,-50C441.4879,-50 366.1703,-50 366.1703,-50 360.1703,-50 354.1703,-44 354.1703,-38 354.1703,-38 354.1703,-12 354.1703,-12 354.1703,-6 360.1703,0 366.1703,0 366.1703,0 441.4879,0 441.4879,0 447.4879,0 453.4879,-6 453.4879,-12 453.4879,-12 453.4879,-38 453.4879,-38 453.4879,-44 447.4879,-50 441.4879,-50\"/>\n",
       "<text text-anchor=\"start\" x=\"372.8965\" y=\"-34.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">mse = 0.0</text>\n",
       "<text text-anchor=\"start\" x=\"362\" y=\"-20.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">samples = 25</text>\n",
       "<text text-anchor=\"start\" x=\"369.3862\" y=\"-6.8\" font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" fill=\"#000000\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;6 -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>4&#45;&gt;6</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M326.438,-85.9947C338.5713,-76.432 351.8576,-65.9606 363.944,-56.4349\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"366.4034,-58.9529 372.0909,-50.014 362.0704,-53.4551 366.4034,-58.9529\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x1165ae9e8>"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# build data\n",
    "N = 100\n",
    "M = 3\n",
    "X = np.zeros((N,M))\n",
    "X.shape\n",
    "y = np.zeros(N)\n",
    "X[0, 0] = 1\n",
    "X[1, 1] = 1\n",
    "X[2, 0:1] = 1\n",
    "X[:1 * N//4, 1] = 1\n",
    "X[N//2:3 * N//4, 1] = 1\n",
    "y[1 * N//4:N//2] = 1\n",
    "y[N//2:3 * N//4] = 1\n",
    "\n",
    "# fit model\n",
    "xor_model = sklearn.tree.DecisionTreeRegressor(max_depth=2)\n",
    "xor_model.fit(X, y)\n",
    "\n",
    "# draw model\n",
    "dot_data = sklearn.tree.export_graphviz(xor_model, out_file=None, filled=True, rounded=True, special_characters=True)  \n",
    "graph = graphviz.Source(dot_data)  \n",
    "graph "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtgAAAIPCAYAAABJ6KmSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3Xe4JVWZ7/HvCy1BsoBwjY0o0qbRZgxgIDhiwICYFRWvojNmBUeGGRW91xEdAxjuOEYUdcaIYcAsKCgqEhQVQYQ24IDk2IDAe/9Ya9vb3Xufs8Paffbp/n6ep57qU7Vr1apwqn9n7VVVkZlIkiRJamO9ha6AJEmStDYxYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JPWIiKMiIiPisIWuiyRp8TFgS1pnRMSWEXHY2hCcI+KL9Y+AjIhnDfH5zSLi8RHxfyLiqxFxSdfyO6+JOs9Tv1fWY7N0oesyqoj427pfvxYR50bElRFxQ0RcEBFfioh951j29hHxmoj4bET8sh6XP9fxdyPiZRGx4ZrcHkmTi8xc6DpI0hpRw9v5AJkZc3zuLcATgfdm5nvXSOVGEBHbAH8EblUnfSMzHznPMvsCxwyYvSwzf9WwiiOLiBXAnYE9M/OEhazLqCLi/cCLuiZdAywBNuqa9nngGZn5555lnw78Z9ekG+qwede0s4BHZOYFLestaXpswZakHpn5T5m58yyG6+qZlHD9aeAq4O8i4vZDLPcn4DjgjcALp1e9dc7JwKuAXYDNMnOzzNwYuBPwb/UzTwIO6bPs7yjHYy9g68zcKDO3ALagHKNrgGXAx6e7CZJasgVb0jpj2BbsWRcRpwLLgUcCTweeBxySmW+dY5n1M/Pmrp+XUvcFtmBPVUQcDewPnJeZO4647POBD9Uf75SZv29dP0nt2YIt6S8iYr3a5/OnEbEyIi6OiK9ExK51fqfP7tKe5U6o0w+Yo+wV9TN7DJi/aUQcGhGn1D6s10fEryPi3RFxxznqe0BEHB8Rl9a+qxdHxC8i4iMR8ajuOrIqUHZvS2c4rGvenDc5RsSGEfHqiPhRrevKiDg7It4ZEdsPWOaAWuYJ9efH1XpfERHXRMQPI+IZg/ZfVzn3ooTri4BvA5+ss54713Ld4XpNiIjdI+JzEfGHiLix7qdf177jL4qI9ernDouIpIRrgON7jssJfcreMSL+IyLOq+fJ5RHxvYh4QUSsP6A+fzlHI2KriHhX1/J/iIgPRMT/mtLuOKWObzfBsuMuL2kBLFnoCkiaDRGxBPgc8IQ66SbKNeKxwKMi4mlTXPcy4KusClk3Ufqh3hV4GbB/RDwuM7/fs+jRlO4SHVdS+q5uA9yjDl+r8y4DLqnzoATUbtcMWddtga8D96uTbgBuBHaqwwER8ZjM/OEcZbwOeBNwC3A1sAnwQOBTEbFdZh4xRxU6QfrTmXlzRBxP6Y+9LCLun5mnzLHsGhERLwT+o2vSdcD6lON5V8o59jHgesp+vwjYltLoczllf3Zc1lP2Y4HPsqp/85WU/ffQOjwtIvbNzGsHVG9rSmjdEVhJOdduDxwI7BsRu2fmWaNv9Zx2q+Pz5/zU3MsCrJi8KpLWBFuwJXW8lhJ8bgFeA2yRmVsBdwG+BXxkGiuNiC0o/YLvTAlOfwNslJmbUkLQp4CtgM9HxJZdyz2MEq5vpvR/3Twzt6QEr9sBBwAndT6fmfsB9+/6efue4e1DVvnjlHB9OfBUYJPM3LyWfWat6xfrjYj93Bd4A/A6Sp/bLYHtKX/cALwlIm7Tb8HaOtt5Ysgn63bcAvxXnTZnK/aaEBG3Bt5Rf/wIpVvDJvV4bg08mnJT3y0Amfn2zNwe6HR92K/nuOzXVfaOlG3dCPgusHPdf5tRbjK8Afg74Mg5qvi6+vnHAZvWeu1BCb/bAp+NiFsNXnw49RuZ+0TE+4DOH6dD9emPiA0iYoeIeDWr9uVnM7P3j0JJsyozHRwc1vGB0gJ4FZDAYX3mbwj8os5PYGnP/BPq9APmWMeK+pk9eqb/3zr9U3Ms+9X6mYO7pv1jnfbVEbZzaWcb5vncUf32BaWFtLMPHtlnue0oLa4JvKln3gFdy/5zn2U3ptyEmMBzBtTr0XX+r3umL6/TLwU2GHVfUIJqq3PpAbXMa4D1R1iu7/nR85kP18+cC9y6z/wX1vm3AHcdcI7eAjykz7J3pwT0BPYfc9vv0LVPu4eVwL8Msfy5fZa9BfgM5Y+BJsfIwcFh+oMt2JIA9qa06t0AvKt3ZmbeAAzbwjuqTqvrO+b4zKfq+BFd066q49t2+vOuAU+u459k5td7Z2ZpYXx//fGpA8q4HlitC0hmrqR0PQG414BlO/vqU90TM/M04FfAbShdehZS57jcitJi3UREBOVJHADvyszr+nzsQ8AFQLDqWPU6MTNP6p2YmWez6luEQcvO52ZKd5eLWNXN5SbgLcD7hlj+4rpsd3elzwCHZuZQXZgkzQYDtiQoLaAAZ2TmlQM+893WK603L96h/nhcRFzYb2DVV/7dNzt+mxJilgMnRMT+ETHtm8A6++n4OT7znTreKSI26TP/lzm4f3DnOcdb9c6o3WM6/eM/1TufIW92XAN+XYcNgJMj4lURsXMNyJO4C+XRdTBg/2fpLnNC/XF5v890ze+nc44PWnZOmfk/Wbu2UL6RuDulS9EbgTMi4p7zLL9rXX4zSrehf6b8wXRmRDxlnDpJWhgGbElQ+p5CuVlukGm85KL7qQ23pXSx6Dd0AuetOx/OzF8D/0D5+v2hlBseL4iI8yPi3yPifrTX2U9z7Ys/1HGw6obKblfPsez1ddyvD/DTKH2PT6utrb06ofvRc/T/nrosTyt5JmUf3QV4J+VFKZdEeVvh48cM29t2/XuY/b/tgPlzLduZN2jZoWXmLZl5TmY+n7IP7gQcPey3LZl5UWb+K/AMynE/KoZ71rmkGWDAlrSQuq9BW2VmzDMs7V44Mz8C7AC8EvgSpQ/yUuDvgVMj4tAp1Xuj+T/SXKdlenmfRwwm8Js6/1b89ZNV1rjM/AlwN8qznz8OnEfpvvJkynE6dtDj9Ia0EPt/Eu+p4/ux6ukzQ8nMrwC/pfxx+fTG9ZI0JQZsSVD6fsLcz9mda95NdTxX8Nmiz7TupyLcaY5lB6otfUdm5r6UlscHUF4JHsD/iYj7jFPuAJ39NFddO11ekvJYwIlFxE7AriMsstDdRMjMlZn5ycx8bpaXq9yF0hc5KTdr/v2IRV7c9e9h9v/FA+YPc44PWnZc3a3mI71opmf5cZaVtAAM2JIATqvj+0bE5gM+s/scy19Rx3foNzMi7gps2Ts9M89nVch+9BD1nFMWpwBPoXQVWA94SNdHbumq0zjdFDr7afc5lt+rjs+Zo6/1qJ5Tx9+ndJcZNOxAudFueX0hzczIzPMz81DK691h9fOpc2wG7dfzWHWe7dnvA7X7xR71x9P6fabPevvNG7TsuHbo+vc4NysunWBZSQvAgC0J4BuUpz9sCLyid2ZEbAAcNMfyZ9bx4wfMP2SOZY+q44Pn6mMaRfdzsDcY9NnaD/jP9ccNu2Zd1fXv1QL/EDpPmbgnq2447K7jdqxqmf3MGOWvpgb5Z3fWn5lXzDGsYNWNegvSij3XcalW1vGGPdM7x6bvccnMBL5Qf3xFfd52rxdQXhqTlGeq97N7ROzWOzEi7saqp4cMWnY1EbH+EH+svaaObwJO7ll+zhe+RcSzWNWyfuKw9ZK0sAzYkqgtrW+rP74hymvANwaI8lr0Y/jrJ3j0+hwl1Nw7Io7sBOGIuG1EvJsSEPs9Vg3gcErr5DbADyLiqZ111zLuVN8MeBqwb9dy/xrlVdz7dr+YJSK2q+vcodbpm13beQWrbuR83hzb01dmnsiqN0N+JCKe3OlLHBG7UP5Q2YrSKj/Xy05GsSerukR8Ya4P9nzmWb39nCNim87AXz+pZMvueRM+9vAxEXFyRBwYEZ03cxIRt46IA1n1opzexxz+oo6fERGDuhr9K3AtJXAeGxF3r2VvWMt+d/3chzPzNwPKuAr4QkQ8phOMI+KhlGetd573PsofR3cEfhIR/zsi/vINTkSsFxH3jYhPUoI/wHsy8/Ke5b8XEYdExD26j1c979/Aqhc8nQocO0K9JC2khX4Qt4ODw2wMlNeif5FVL7j4M+VthZ1/79c1b2mf5d/ZNT/rsrdQWu0OYI4XiVBen/3LrmVvovRfvq6nzOd2LXNEz7wrWfWynM5waJ91vbFr/jW1XiuAV3Z95igGv3RnW+D0rjJW9qz3MmDXPssdUOefMMcxOKx+5qiuaR+r004Z8jjeru73BB7dM6/fS1D6Dasd3xHOo317yrqu7pNbuqYdCyzpWW6vrvk3UN7suAL4r57PPa7u8+7z7Maun79Febtmb71OqPMPYtULXa6jPNWls+yfgHuMuL1Le7Z3JaUP9/U90z/au811+RVdn7mRct5f07Psj4HtF/oa4eDgMPxgC7YkADLzJsqLPF4O/IwScm+mhKHdM3O+1tODgBcDP2VVuPg6sFdmHjXPus+lPF3hxZRnHF9OuSnyplqXDwD7AJ/oWuxdta5fAs6h9N3dkBLMPg08LMtjznq9ifJa+J/VZe5ch6G6jGTmxZQbDg8GfkL542MDyrOfjwDumZknDy5heBGxKaterjJM6zWZ+UdWdUNYiG4i36F8Y/ExSteh6ygvMbqU8m3Cc4DH1fPtLzLzO8ATKV1cVlK6etyZ8jzo7s99Bbg38EFKOL11XcdJlDc5PjLn7vt+KeVG2CMo3zRsQPlW44PAfTPzlyNu7x8pj1D8AHAG5Q+9LSnnxS8pb598SGY+r3ebqwOAt1KO2UXAppRvl1dQjvkzKH+wXThivSQtoMjMha6DpEWiPg4OYIcs/X2lRSEiTqDcxPi8+f7gk6RJ2YItSZIkNWTAliRJkhoyYEuSJEkNzfn8TUnSuisiTmHuxzP2+nRmrvYcdUla1xiwJQ0tM8d5+6EWr22B7Ub4/BbTqsikMnOPha6DpHWHTxGRJEmSGrIPtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhqa+aeIRMT5wObAigWuiiRJktZuS4GrMnOHSQqZ+YANbL7xxhvfZtmyZbdZ6IpIkiRp7XXWWWexcuXKictZDAF7xbJly25z6qmnLnQ9JEmStBbbZZddOO2001ZMWo59sCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJaqhZwI6IfSLiGxHxh4hYGRHnRcRnI2LXVuuQJEmSZl2TgB0RbwX+G1gOfA04EjgNeALw/YjYv8V6JEmSpFm3ZNICImJ74GDgIuA+mfmnrnl7At8B3gR8YtJ1SZIkSbOuRQv2nWs5P+oO1wCZeTxwNbBtg/VIkiRJM2/iFmzg18CNwAMiYpvMvKQzIyIeBmwGfHG+QiLi1AGzdm5QR0mSJGmNmDhgZ+ZlEfFa4J3ALyPii8ClwI7A44FvAi+adD0LZekhxy50Fea14vB9FroKkiRJqlq0YJOZR0TECuAjwIFds84FjurtOjKgjF36Ta8t28tb1FOSJEmatlZPEflH4HPAUZSW602AXYDzgE9GxNtarEeSJEmadRMH7IjYA3gr8OXMfHVmnpeZ12XmacATgQuAgyLiLpOuS5IkSZp1LVqwH1vHx/fOyMzrgB/X9dyvwbokSZKkmdYiYG9Yx4MexdeZfmODdUmSJEkzrUXAPrGOXxgRt++eERGPBh4MXA/8oMG6JEmSpJnW4ikinwO+BfwdcFZEHANcCCyjdB8J4JDMvLTBuiRJkqSZ1uI52LdExGOAlwBPp9zYeGvgMuA44N2Z+Y1J1yNJkiQtBq2eg/1n4Ig6SJIkSeusJs/BliRJklQYsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKmhiQN2RBwQETnPcHOLykqSJEmzbkmDMs4A3jhg3kOBvYCvNliPJEmSNPMmDtiZeQYlZK8mIk6u//zApOuRJEmSFoOp9cGOiHsDDwIuAI6d1nokSZKkWTLNmxxfWMcfzkz7YEuSJGmd0KIP9moiYmNgf+Bm4ENDLnPqgFk7t6qXJEmSNG3TasF+KrAl8LXM/P2U1iFJkiTNnKm0YLOqe8h/DLtAZu7Sb3pt2V7eolKSJEnStDVvwY6IewK7AX8AjmtdviRJkjTLptFFxJsbJUmStM5qGrAjYiPg2ZSbGz/csmxJkiRpMWjdgv0UYCvgq97cKEmSpHVR64Dd6R7imxslSZK0TmoWsCNiGfAQvLlRkiRJ67Bmj+nLzLOAaFWeJEmStBhN81XpkiRJ0jrHgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhpoG7Ih4eEQcExEXRsQNEfHHiPh6RDym5XokSZKkWbWkVUER8TbgNcAfgC8DlwDbArsAewDHtVqXJEmSNKuaBOyIOJASrj8GvDAzb+yZf6sW65EkSZJm3cRdRCJiQ+DNwO/oE64BMvPPk65HkiRJWgxatGA/gtIV5AjglojYB7gXcD3w48w8ucE6JEmSpEWhRcC+fx1fD5xOCdd/ERHfA56cmRfPVUhEnDpg1s4T11CSJElaQ1o8ReS2dfwaIIGHApsB9wG+ATwM+GyD9UiSJEkzr0ULdiek3wQ8PjNX1J/PjIgnAmcDu0fErnN1F8nMXfpNry3byxvUU5IkSZq6Fi3YV9Tx6V3hGoDMvA74ev3xAQ3WJUmSJM20FgH77Dq+YsD8y+t44wbrkiRJkmZai4D9bUrf63tERL/yOjc9nt9gXZIkSdJMmzhgZ+Zvga8AdwJe0T0vIvYGHklp3f7apOuSJEmSZl2rV6W/BLgf8M76HOzTgR2AfYGbgRdk5pWN1iVJkiTNrCYBOzP/EBG7AK8HHk95NN9VlJbtt2Tmj1usR5IkSZp1rVqwqS+SeVkdJEmSpHVSi5scJUmSJFUGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ11CRgR8SKiMgBw4Ut1iFJkiQtBksalnUlcESf6dc0XIckSZI001oG7Csy87CG5UmSJEmLjn2wJUmSpIZatmBvGBH7A3cCrgV+BnwvM29uuA5JkiRpprUM2NsDR/dMOz8inpeZ351v4Yg4dcCsnSeumSRJkrSGtArYHwVOBH4BXA3cBXgp8ELgqxGxa2b+tNG6NKalhxy70FUYyorD91noKkiSJI2tScDOzDf2TPo58PcRcQ1wEHAY8MR5ytil3/Tasr28QTUlSZKkqZv2TY7vr+OHTXk9kiRJ0kyYdsC+uI43mfJ6JEmSpJkw7YD9oDo+b8rrkSRJkmbCxAE7IpZFxGot1BGxFHhv/fETk65HkiRJWgxa3OT4NOCgiPge8FvKU0R2BPYBNgKOA97eYD2SJEnSzGsRsI8H7g7cD3gwpb/1FcBJlOdiH52Z2WA9kiRJ0sybOGDXl8jM+yIZSZIkaV0w7ZscJUmSpHWKAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDU0tYEfE/hGRdXjBtNYjSZIkzZKpBOyIuCPwXuCaaZQvSZIkzarmATsiAvgocCnw/tblS5IkSbNsGi3YLwf2Ap4HXDuF8iVJkqSZ1TRgR8Qy4HDgyMz8XsuyJUmSpMVgSauCImIJcDTwO+DQMZY/dcCsnSeplyRJkrQmNQvYwOuB+wEPycyVDcuV+lp6yLELXYV5rTh8n4WugiRJWsOaBOyIeCCl1fodmXnyOGVk5i4Dyj4VWD5B9SRJkqQ1ZuI+2LVryMeBc4DXTVwjSZIkaRFrcZPjpsBOwDLg+q6XyyTwhvqZD9ZpRzRYnyRJkjSzWnQRuQH48IB5yyn9sk8CzgbG6j4iSZIkLRYTB+x6Q2PfV6FHxGGUgP2xzPzQpOuSJEmSZt1UXpUuSZIkrasM2JIkSVJDUw3YmXlYZobdQyRJkrSusAVbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ01CdgR8daI+HZE/D4iVkbEZRFxekS8ISK2brEOSZIkaTFo1YL9KmAT4JvAkcAngZuAw4CfRcQdG61HkiRJmmlLGpWzeWZe3zsxIt4MHAr8E/DiRuuSJEmSZlaTFux+4br6TB3frcV6JEmSpFk37ZscH1fHP5vyeiRJkqSZ0KqLCAARcTCwKbAF8LfAQyjh+vAhlj11wKydm1VQkiRJmrKmARs4GNiu6+evAQdk5sWN1yOtVZYecuxCV2EoKw7fZ6jPLYbtGXZbYO3bHknSdDUN2Jm5PUBEbAfsRmm5Pj0iHpuZp82z7C79pteW7eUt6ylJkiRNy1T6YGfmRZl5DLA3sDXw8WmsR5IkSZo1U73JMTN/C/wSuGdEbDPNdUmSJEmzYE28Kv12dXzzGliXJEmStKAmDtgRsVNEbNFn+nr1RTO3BX6QmZdPui5JkiRp1rW4yfExwFsi4iTgfOBSypNEdgfuAlwIHNhgPZIkSdLMaxGwvwXclfLM6/sBWwLXAucARwPvzszLGqxHkiRJmnkTB+zM/Dnw0gZ1kSRJkha9NXGToyRJkrTOMGBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqaGJA3ZEbB0RL4iIYyLi3IhYGRFXRsRJEfH8iDDES5IkaZ2xpEEZTwH+Hfgf4Hjgd8B2wH7Ah4BHR8RTMjMbrEuSJEmaaS0C9jnA44FjM/OWzsSIOBT4MfAkStj+fIN1SZIkSTNt4u4bmfmdzPxKd7iu0y8E3l9/3GPS9UiSJEmLwbT7R/+5jm+a8nokSZKkmdCii0hfEbEEeE798WtDfP7UAbN2blYpSZIkacqmFrCBw4F7Acdl5tenuB5J0pCWHnLsQldhKCsO32ehqyBJY5tKwI6IlwMHAb8Cnj3MMpm5y4CyTgWWt6udJEmSND3N+2BHxEuBI4FfAntm5mWt1yFJkiTNqqYBOyJeCbwH+DklXF/YsnxJkiRp1jUL2BHxWuBdwBmUcP2nVmVLkiRJi0WTgB0Rr6Pc1Hgq8PDMvKRFuZIkSdJiM/FNjhHxXOBNwM3AicDLI6L3Yysy86hJ1yVJkiTNuhZPEdmhjtcHXjngM98FjmqwLkmSJGmmtXhV+mGZGfMMezSoqyRJkjTzpv2qdEmSJGmdYsCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliQkdaF8AAAV40lEQVRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkNNAnZEPDki3hMRJ0bEVRGREfGJFmVLkiRJi8mSRuX8C/A3wDXAH4CdG5UrSZIkLSqtuoi8CtgJ2Bz4h0ZlSpIkSYtOkxbszDy+8++IaFGkJEmStCh5k6MkSZLUUKs+2BOLiFMHzLI/tyRJkhaNmQnYkiSNaukhxy50Fea14vB9hvrcYtgWWLu2Z9htgbVre9ambZlVMxOwM3OXftNry/byNVwdSZIkaSz2wZYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDTW5yjIh9gX3rj9vX8a4RcVT99yWZeXCLdUmSJEmzrNVTRO4LPLdn2l3qAPBbwIAtSZKktV6TLiKZeVhmxhzD0hbrkSRJkmadfbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMCWJEmSGjJgS5IkSQ0ZsCVJkqSGDNiSJElSQwZsSZIkqSEDtiRJktSQAVuSJElqyIAtSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWqoWcCOiDtExEci4o8RcUNErIiIIyJiq1brkCRJkmbdkhaFRMSOwA+A2wJfAn4FPAB4BfCoiHhwZl7aYl2SJEnSLGvVgv3/KOH65Zm5b2Yekpl7Ae8C7g68udF6JEmSpJk2ccCurdd7AyuA9/XMfgNwLfDsiNhk0nVJkiRJs65FC/aedfyNzLyle0ZmXg18H7g18KAG65IkSZJmWmTmZAVE/BtwMHBwZr6jz/z3Ai8BXpyZ/z5HOacOmPU3G2+88frLli2bqJ7j+vkFVy7Iekdxr9tvMdTnFsO2wNq1PWvTtsDatT3DbgusXduzGLYF1q7tWZu2Bdau7fE6MLtGOTYtnXXWWaxcufKyzNx6knJaBOwPAAcCB2bmh/rMfzNwKHBoZr5ljnIGBex7AddQuqAsdjvX8a8WtBbtuD2za23aFli7tmdt2hZYu7ZnbdoWcHtm2dq0LbB2bc9S4KrM3GGSQpo8RaSFzNxloeswbZ0/ItaWbXV7ZtfatC2wdm3P2rQtsHZtz9q0LeD2zLK1aVtg7dueFlr0we58zzCoLb8z/YoG65IkSZJmWouAfXYd7zRg/t3q+JwG65IkSZJmWouAfXwd7x0Rf1VeRGwGPBi4Dvhhg3VJkiRJM23igJ2ZvwG+QekU/pKe2W8ENgGOzsxrJ12XJEmSNOta3eT4Ysqr0t8dEQ8HzgIeSHlG9jnAPzdajyRJkjTTJn5M318Kirgj8CbgUcDWwP8AxwBvzMzLm6xEkiRJmnHNArYkSZKkNjc5SpIkSaoM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ1ZMAeICLuEBEfiYg/RsQNEbEiIo6IiK3GKOveEfHJiDg3IlZGxAURcXxEPK339fJDlLV+RLwqIn5Wy7osIo6LiN3WxLbU8u4aER+MiPMj4vqIuCQifhgRBw25fETEoyLiPRFxRkRcXss5u9Zru3mWn3h7IuJWEfHEiPhwRPw8Iq6KiOsi4syIeFNEbDZsWT3lbh8R76rbsrJu22kRcfi0tqWnvImOTVc5I51nEbF1RLwgIo7pOs+vjIiTIuL5o57nXeUuj4hPRcQf6v65KCK+GxHPGbGcjSPijfW4XB8Rf4qIz0TEsnmWm8lzbZzrQM/y+0dE1uEFo66/ZVmN9vHYdYiIt0bEtyPi91378vSIeENEbD1iWY+IiHfU8i6t9TlpyGWbXgu6yt0pIq6tdfnEmiorIh5erwcX1u35Y0R8PSIeM+S6NomIZ9Xf/1/V9V4dET+JiIMiYoMx6j/ydaDx+fGa+nu6IiKuqdeCMyPinRFxhxHKGfmaEg2v0S2PzTjbsmhkpkPPAOwIXAQk8EXgcOA79edfAVuPUNbjgD8DNwCfrWV9CLi0lvfBEcqKWkanHv8GfBi4BrgJeMI0t6WWtx9wPXA18J/AvwLvA74FfH/IMjaq678B+CbwduBdwE/r9AuBu03z2AA712WuAb4CvLVux7l1+tnANiPumwcDl9ftOqbW7UjgWGDFYjg2E5xnf18//0fgk8BbgI8AV9Tpn6M+d3+EerwUuBm4BPhY3Z73AycB/zVCORvWZRI4pR7rT1F+L68FHriYzrVxjk/P8nesx+XqWsYLRjkuLctqsY8b1OFG4If1fD0ceE89TxK4ALjjCGV9sS63Ejiz/vukNbEfBpS7BPhR1775xATHeuiygLfVz/we+ED93f0gcBrwtiHX96haxqWU68fhwH9QXmKXwPeBjUao/7jXgZbnx7nAGZTr2dso/++dUMu6ErjfkOWMfE2h4TW65bEZZ1sWy7DgFZjFAfh6PbAv65n+zjr9/SOU9Yu6zO4907dn1QX1TkOW9Yx+Jy9wf0qo+xOw2RS35V6UAHcasH2f+bcaspxbAf8MbNUzfT1KgErgK9M8NsDtgRcDm/RM3wD471rWe0bYN9tTguAKYKdh9s0sHpsJzrO9KH9Mrtdnv/yulvekEeqwN3BL3UebTbg9/1TX/9nu+gFPqNN/0VvvGT/XRj4+XZ8Jyh9cv6EE87EDdouyJt3HjerQNwgAb67l/b8RytoVuCewPrCU4QN2s2tBz/Kvr+fEy5k8YA9VFnBgnX8UsEGf+cP+P3Ff4Fm9ZQCbAafWdRw0Qv3HvQ60PD8GldXZZ8cNWc7I1xQaXqNbHptxtmWxDAtegVkbKC0JCZzf50TcjPJX1rW9J8Mc5a0Erhww78t1XbsMWdb36uf37DPv43Xe86a4LV+mhJ5lU9z/t6t1vnrax2aOOuxW13PmCMu8uy7zqAU6z5odm1HPsyHKO3TUiyTl24xrGbPlrqucAH5b17/DsNs64+fa2McHeEU9Tx4GHMZkAXuislrs45bb06fsv6nlfXPM5ZcyRMCe1rkG/C2ldfZfgD2YIGAPWxallfhP9XdutXDdagCeyRwNMX0+P9Z1YJrnR09ZW9Syft2grHGuKSNfo1sdm9bbMkuDfbBXt2cdfyMzb+mekZlXU1qNbg08aMjyfgFsHhEP6Z4YEbcFHkD5SuWX8xUSERtRTrbrgBP7fOSrdbxX17Rm2xIRmwP7AD/NzLMi4gER8erap+yx4/SHG+DPdXxTn3mtj804dRjkGZTuIV+PiHtExMsi4rUR8eSI2LTP52fy2Ix5ns1npP0ZEfcC7gN8A7gsIvaMiINr376Hj9JXkBJe7gSck5nn95k/aHtm8lyb5PjUfqaHA0dm5vdGr2rzsibaxy23Z4DH1fHPplB2t+bnWkRsDBxN6Y7Q9/6PKZX1CGBb4AvALRGxT70OviIidp2kHj1GvUaPex2YS8vzo2VZ4/z/Nc4yi62sNW7JQldgBt29js8ZMP/XlK+vdwK+PUR5r6J8zfGtiPgScB6wDbAvpe/TMzNz5RDl7Ej52vG8zOx3sv26jnfqmtZyW3ahdOFYERGfAZ7SM/93EfHkzDxlnnLm87/r+Gt95rU+NuPUYTURsQPlmJ5C6VP3ip6PXBoRz8nM47qmzeqxGec8GygilgCdGxKH2p+Urg5QWsJOoLROdjszIvbLzHOHKGuY/Qyrb89MnmuMeXzqcTia8lXwoWPUcxpljb2PW25PV5kHA5tSWhP/FngIJfBMFFCHMI1z7XBgB2B5Zt4UEZPUb5SyOr+71wOnU7qu/UVEfA94cmZePEmFGP33ZtzrwF+0PD+i3Ih7h1revYG/o7SwHzJqWX2M+v/XONfoZutfg2WtcQbs1W1Rx1cOmN+ZvuUwhWXmifUv988AT+2adTXwUcqNMNOqV8ttuW0dP64u90zKSb858BLgNcBxEbEsMy8ZorzVRMT9gTdQ9s2/9PlI02MzoA6PB14E/IFyE8owOvtmOeU/lJdSjvcSYH/KDT6fj4jlmXlW/eysHpvW+/hwyj45LjO/PuQyne15PuUmon0oNydtR+kHuj9wbETcOzNvnKescbdnVs+1cev1euB+wEOG/IN+Lq3KmmQft9yejoMp51jH14ADGoTB+TQ91yLi4cDLgEMyc95vRxuX1fndfQ3lm9mHUlq+d6DczL43pQ/0HhPU6aWUm+zOoNykN4wW+7jl+fEC4IFdP59CaWwbptFgoDGvKeNcowetf5xjM6iscbZlpthFZMoi4hGUr3IvoLQ0bkJphfoQ5SaJb9e/IGdd51xZH3hJZv5nZl6emb/NzH+kfCW4DeVmjZFFxE6UO4hvBeyfmb9pUekR67Ab5a7yayk3e1w+5KLd++ZNmfm+zLw4M/8nM/+N0j97I+CVzSu9+vqbH5txRcTLgYMoT0F49giLdm/P0zPzuMy8KjN/TWlp+QmlpelJLeu7Jk1wro2zrgdSWnnfkZknz0pZs1aHzNw+M4Ny09d+wF2A0yNieat1TFtEbEm5ufBHwDsWoKzO7+5NwOMz86TMvCYzzwSeSAlLu4/bXSQi9gOOoDxp6kmZ+ed5Fmmm5fmRmQ+qZW1D+aMD4NSIeOS49RvnmjLBNbpfWc2OzZq8Pk6TAXt1nb9ktxgwvzP9ivkKiojbAJ+m3Oj4xMw8LTOvy8zzMvPVlMcx7UZpkZtGvZptS9dnEvhSn/nH1PEDhijrr9RwfTxwG0qg+vKAj7bcnt467Erph3cL5UbFH4+wePf6jukzv9++mdVj06RetSXjSEor1p6ZedkQ6+7olH1hb4DKzO5tnOb2zOq5NlK96h/vH6d8Nf66UevarWVZ1cj7eAp1WE1mXpSZx1CCz9Z1fdPU8lx7J6XOB2TmzRPWa5yyOnU8PTNXdM/IzOsoT0uB8f6f2Bf4L0rXsT0y87wRFm+2j1ueH5l5aWZ+s5a1Eji69nkfyTjXlAmv0b1lTXJsesua5Po4UwzYqzu7jgf1xbpbHQ/qy9VtN2Ar4Ef14tLr+DreZYiyfkN5JvBdBrR496tXy23plHX9gK9kO39hjnRxqDcqnUD5S/4pmfn5IerQYnu66/BQVj0ma+/M/P4oy1OOTac/bL8LdL99M6vHZpzz7K9ExCspz4r9OeXCfeEQ6+3W2Z5B/9mNsj3j7udZPtdGOT6bUrZhGXB9rHoZS1K6YwF8sE47Yp51tywLxtvHreswUGb+lhI+7hkR20xS1jxanmvLKb8Xv+rZN53/a55Vp50xpbJa/u7+RUQ8hdK15CLKI2/PnmeRXs1/n1ueH5l5BXAy5QbRe46y7DjXlAbX6O6yJj023WVNen2cKYuha8Ka1rl47B0R63Xf1R3ljUIPptzB/8MhytqwjrcdML8zfb5+pGTm9RHxA0qftod21bPj0XX8na5pzbYlM8+LiPMo/7Hv2KcLR+dmln53aPcVEfemPMN2C2C/zDx2nkVaHpvOcntRuqbcADxynJs0M/PGiDiR8jSAe1EuNN367ZuZPDZjnmd/ERGvpfTpOwN4xJj98X9I+WpwaURskpnX9swf5Vz7DeVGuJ0iYoc+TxAYtD2zeq6NenxuoLyEpp/llH7MJ1ECyHzdLVqWBePt49Z1mM/t6njS1uC5tDzXvkDpQtXrfwGPofw+nED5nZhGWd+mhKN79G5LNc7/E8+ivJjlAkoYHKd1dNzrwHxanh+3r+Ohn5gxzjWl0TW6U1aLY9Mpa+Lr48zJGXhW4KwNtHvBxO0oj5m5mfLXWPe8O1K+TkngMUOWN8wLJjafxrbUZV7Fqjc+LemafgdKv6uk54U6c5R1X8qLWa6j/DKt0WNTl9m7rv8ShnyD1hxlPbHr2GzSNX1LSitBAs9ZJMdm5POszn9dXe4nwG0m3J9H1rLeRdfbxSh33K+sv1c7DlnWgr5oZgrn2ljHp085h9HoudHjltV4H49cB0qL5hZ9pq/HqheJDP0W1J4ylrLAL5rpKmcPJnzRzLBlUbpwJfCqnumdl0dd3m+fDyjruZT/P88D7jxhvUe+DrQ8PyiPCdxuwLwX1bJ+B6w/ZHkjX1Noe41ueWyaXR9naYi6ceoSETsCP6DcEf0l4CzKHb97Ur5C2i0zLx2yrNcDb6RcWP6bcjNB5yaJTYFjMnO/IcsKytMpnlzL+QqlD9jTKDfRPSkzv9SzTMttWUJ57ffelIvRtykvQtiX0hXmnZl50BDlbEV5DeptahknDfjoEVm+Omu+PRFxd8pf8BsBn6eE4NVk5mHzldVV5keA51FaZ75KuUnvsZSWic8DT82/bp2auWNTyxrnPHsu5YaomylfPfa7W39FZh41ZB02B75L+UPsR5QwuR3l92Zj4JWZeeSQZW1IaZnajfIfy7cp/9k9hfLt0V6Z+aM+y83kuTbO8RlQzmGUbhUHZuaHhll367Ia/w6MXIf6VflbKNeg8ymvft4O2J1yE9uFwMNzyKdxRHnfwQvqj5tSbsT9E6ues0xmHtBnuWb7YUC99qC0lH8yM4e552fssiLiDpRtuSPld+10ylNE9qWEu6fn3F0BO+XsSfmGcz3KEyl+3+djV2TmUF2BxrkOtDw/aj/lz1K+WTmX8k3n1pTnm9+b8kKhx2bmd4coa+RrSstrdMtjM43/i2fGQif8WR0oF4ePUl4EcyPlGZVH0PN67yHLegLlAnsx5eufqygXoH9gyL9Wu8paQmmtPJPSknc5cBzlArwmtmUDyiOYOuu/mnLxecYIZSylXGjnG5ZOa3tY1Qoz5zDivgnKf66nULo4XEe5kL+EPi2ks3hsxj3PWNV6ONdwwoh12JTSSnQOpWX2CsrLZ/YeY3tuDbyJ8rzbG+rv4meBe8yz3KyeayNfB+Y4ZgvWgt3yd2CcOlC6LLyX8h/8JZTr85X1d/gwRmzlAw4Y9zi3vBbMcQ5OvQW7fmZbSoj7bd2WSyg3Wz+g5b6kBMJR6j7SdaDl+UEJ82+nNBhcRPkW7mrKW2vfDtxxjGMw9LlGw2t0y2MzzrYslsEWbEmSJKkhnyIiSZIkNWTAliRJkhoyYEuSJEkNGbAlSZKkhgzYkiRJUkMGbEmSJKkhA7YkSZLUkAFbkiRJasiALUmSJDVkwJYkSZIaMmBLkiRJDRmwJUmSpIYM2JIkSVJDBmxJkiSpIQO2JEmS1JABW5IkSWrIgC1JkiQ19P8BiaAHk6kC4zwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 364
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in marks:\n",
    "    plot_allocations(responses, m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 373
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 364
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuUAAAIPCAYAAADU5aAaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3XmYZmdZJ/7vLYGELYGwOqIE0CzKCCQjWwZIwhBZJEQIijMgURFnRBYFBoYRCLihP4SwzMC4YAREERQYBRMQEnYEExhkCAQMDRMgQAhJgHRClvv3xzllirKqUt1d/T7Vnc/nus51+j3Lc+5+3zpV3zr1nOdUdwcAABjne0YXAAAA13VCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOcAWUlWnVFVX1UmjawFgcfYZXQDAdUFV3SzJU5Kku08aW82OqapeY9V3kpyf5MNJ/qC737HG/vsmOSrJjy2bvnde/aDuPnVTC95BVXVikoOSvLm7PzayFuC6SygHWIybJXnu/O+T1tnuy0k+neSC3V3QTrgkyfZlr2+e5Afm6YSqemF3P32V/Q5LMjR4X4sTk9wvybYkQjkwhO4rAFtId/+37j60u18+upZVPLm7b7s0JdkvyY8kedu8/mlVdZ819r0oyTuTvCDJI3Z/qQB7FlfKAdgp3d1JPllVj0zyxUx/DXhokveu2PTjSQ6ct0+SVNXC6gTYE7hSDmwZVfU9VfXEqvo/VbW9qr5WVX9TVfea1/c8HbRsnzPmZSeu0+62eZuj1lh/k6p6VlV9pKourqrLquozVfXSqvr+dWo9sapOr6qvV9UVc73/t6peVVUPXF5jks8te90rppOWrVv3Rs+q2reqfq2q/mGudXtVfbqqXlRVt11jnxPnNs+YXz90rvuiqvpWVX2oqn5mrffv2nT3pUn+eX5541XWX708kO9uVXWXqnr1/LlfXlXfrKpzq+rUqnpKVd1o3u7Eub/8/eZd/2TF57JtlbZvU1W/X1WfqqpL58/gw1X11Lnv/Gr1/MtnWlX7VdXz5v23V9VXq+rPq+rg3faGAHsEV8qBLaGq9knyxiQPmxddmel71E8keWBV/fRuOu5hSf4uye2XHffyJD+Y5IlJHl1VD+3u96/Y9TVJ/uOy1xcn2T/JLZP88Dwt9aO+MFMf8VvOr7+yoq1vbbDWWyU5Lcnd5kWXZ7rZ8uB5OrGqHtzdH1qnjWcneX6Sq5N8M1OIvkeS11XVbbr75I3UsqLNGya50/zyszu6/2aqqgcneXOS68+LLs/0f73DPP14ps/lU5n6x38lyYHz9iv7zH9tRdt3z/S1cuC86JtJbpBrbl59TFUd291fXaO8fZOcnuSemT63y5LcKsmjkhxXVQ/q7vfs1H8c2OO5Ug5sFc/IFMivTvL0JAd0982T3DHJ3yd51WYfsKoOyNQf+vZJ3pDkLkn26+6bZAqZr8t0M+NfzaOnLO1330yB/Kokv5pk/+6+WaY+1v8m042D71vavrsfnim0Lb2+7YrphRss+dWZAvk3kvxUkht39/5z2/801/rmqrrlGvvfNdPNps9Ocou55ttm+mUoSX6nqg5cY99VVdUhSV6fqevKhUn+dEf23w1enilg/22SQ7p7v+4+IMkBSe6b5A8zheF09+vnvvEfmPd98orP5V8+s6q6eaawf2Cm9/ru83t/kySPzPSZ3CXJn61T239J8qNJfjbJTea67pbkrCQ3SvKX83GA6yChHBiuqm6cKZQnyW909wvnLhHp7s8lOT5Tn+XN9vRMQ+H9eXf/VHd/vLuvmo97bnf/p0xXVW+T5HHL9rvnPH9Hd5/c3d+c9+nu/nJ3/2l3P20zC51voFzqEvMz3f2GZbX+Y5IHZAqGt0nypDWaOSDJc7v7N7v7onnfr2QKiV/L9EvFT6xTxkuq6vxl02WZrjgfm+Svk9yruy/cpf/oLqiqW2e6Gp4kj+vuc5bWdfcl3f3e7n58d2/bieZ/JdMwjhclOba7PzK3e1V3vzHT1e4k+Q9VdcwabRyQ5PHd/ZruvmLe/2OZrt5/PdNn94SdqA3YCwjlwFZwbJKbZupq8OKVK7v78iQbvZq8Ix47z39/nW1eN88fsGzZJfP81lW1qO+jJ8zzf+zu01aunMP1K+eXP7VGG5cl+VfdU7p7e6ZuMUly53Vq2D9TcFyalvpQ3yBT4LzFOvsuwrcy/aUluWYc9M2y9P7/UXefv3Jld789yQfnl2u9/5/PNV9Py/e9IMn/WnEc4DpGKAe2gsPn+ce6++I1tnn3Zh5wvoHzdvPLt624AvwvU5KXzNssv+HznZn6BB+e5IyqenRV/ZvNrG8VS+/R6ets8655fvD814eVPtnd315j36W/RKzXfeLnuruWpky/SN0tySlJ7p/kXVX1gHX2363mv64sfZ2cVlW/XlV3rarr7Uq7VXWDXPPLykbe/8PXWP/udW54Xar7zvPxgOsYoRzYCm41z7+0zjab3X1l+ZXUW+e7rwAvn5ZC6o2WNu7uz2TqH7w9yX0y3fT5xar6XFW9oqruls239B6t9z6cN88r19xUutw319n3snl+/XW2+S7d/a3u/lh3/3ySv8jU/eVluxqCd9Hjkpyd6TP9jSQfTXJRVb11/uVpZwY4ODDX/LzcyPt/qzXWr7fv0rrrZf1fjIC9lFAOXFct//538+VXgNeYDlq+c3e/KlP/5ackeUumPsEHJfnPSc6sqmftprr3203t7qpT5vkhmW54HKK7z810M+VPJvmDTAH9JkkenOmXp3+oqpvswiG26vsP7OGEcmArWBp6br0uIGutu3KerxeWDlhl2fJhCX9gnX3X1N1f6e6XdPfxma6O3j3JmzJdqf6NqvrRnWl3DUvv0Xq1LnXH6UxDMC7SF5b9+44LPvZ36e4ru/vN3f1L3f3Dmf4q8vRMfw04PNMINDviwlzTV30j7//X1li/ka/vqzLdsAtcxwjlwFZw1jy/a1Xtv8Y291tj+UXz/HarrayqH8w0XN93mUd1WQrmD9pgnWuaR175SKbh8c7L9P313y/bZCnUpWqnHme59B7db539l0b9OGedvuO7y/ct+/cVCz72urr7/HnYyaWbXFd+LS19Nqu+r939nSSfmF8evc6hlt7/s9ZYv9bX8PJ1n5iPB1zHCOXAVvD2TCOa7JvkyStXzje+PXWNff9pnh+3xvpnrnPcU+b506rq+9baqCbLxylf80a8eZjCpVC6/AmPlyz797/6JWEDlsYS/5Fc84Cl5TXeJlPXmST5y51of1ctH3HkowOOn6q6/rX8wrP0YKCVT95c+mzW+1yW3v8Tq+pfjexSVccmudf8cq33/6DVnpw6jw3/+PnlG9apAdiLCeXAcPNV3d+bXz53foz8DZOkqg7K1CVk1cfdZwpLneTfVtVLlsJzVd26ql6a5DFJLl1j3xckOTfTTZEfqKqfWjru3MYPVNXjM135PH7Zfr9dVW+squOXP2xnfgT7SzP1Ne8k71j2f7wo19zI+nPrviGr6O735ponhL6qqk5YuqGyqo7I9IvNzTNd/X/J6q1svvn//Nu5Zhz3t3T3F1bZ7uZVdculadmq/Zcvr6oN32i6ih9J8omqekpVHbwU0Oew/ogkvzZvt3JIyf87zx8+P1BqNS9P8uUkN0xyalX9u7nt681t/8W83d9397vWaOPiJH9YVf9p6YbTuYvTaZm6P301yf/cgf8vsDfpbpPJZBo+Jdkn0xMTe56uyNS3dunfD1+27qAV+75o2bqe97s6U3/zE5Nsm5cftcpxfzDJJ5fte2Wm/tiXrmjzscv2OXnFuoszXW1dvuxZqxzrecvWf2uua1uSpyzb5pR5/Umr7H+rTFehl9rYvuK4F2Z6gM/K/U6c15+xzvt/0rzNKausW/7/PH/Z9M0V/+czMz0pdLX2t63Ydq3pX31GO/A1dNcVbV2W6Qbcq5Yt+0imJ7Au3+/QTGPkL32tfXGu930rtrv7/B4vtXXJ/Bksvf4/SW69Sl1Ln+nvJPnQstouXrbvt5Pcd/R5aDKZxk2ulANbQndfmeQRmZ5G+fFM4fiqJG9Ncr/u/ut1dn9qkl/OFIouyxRyTktyTHefci3H/WymsbZ/OdMY1N/IdGPolXMdf5DkIUleu2y3F891viXJOZn6Iu+b5P9leuT8fbv7t1c53PMzPbn04/M+t5+nDXVn6e6vZeoi8bQk/5gpQN4gyWcy/aLwI939wbVb2GUrHx60X6abGt+Z5JeS3LO7v74bj39tzs708J1XZh4KMVPNFyd5X5InJjmyu5d3JUp3fyrTw6FOnbe9babP5XYrtvtwkh/O9Pmfk2n4yCszfRZPT3KP7v7qOvVdnuSoTF8Hn8/02X0t01X2w7v7PTv33wb2BtW91nMMALaWqlr6hnWH3rlHpcPCVdUpmZ4e+7zuPmlsNcBW5Uo5AAAMJpQDAMBgQjkAAAy2z+gCAGClqvrrJPfegV0+0N0P3131AOxuQjmwx+junXkSJnumAzON8LIj229J3X1ipmEpAdZk9BUAABhMn3IAABhMKAcAgMGEcgAAGEwoBwCAwfbK0Veq6nNJ9k+ybXApAADs3Q5Kckl332FXGtkrQ3mS/W94wxseeNhhh23ZIbIAANjznX322dm+ffsut7O3hvJthx122IFnnnnm6DoAANiLHXHEETnrrLO27Wo7+pQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgmxLKq+qEqnpZVb23qi6pqq6q166x7Q9V1TOq6l1V9f+q6jtV9ZWqektVHb0Z9QAAwJ5kn01q59eT3CXJt5Kcl+TQdbb9jSQ/neSTSd6W5MIkhyQ5LslxVfXk7n7pJtUFAABb3maF8l/NFMY/m+R+SU5fZ9tTk/xud390+cKqul+SdyT5/6rqDd395U2qDQAAtrRN6b7S3ad392e6uzew7SkrA/m8/N1JzkhygyT33oy6AABgT7BZV8o3yxXz/MqNbFxVZ66xar3uMwAAsKVsmVBeVbdPcv8klyZ5z+BydtpBz3zr6BJgh217wUNGlwAA12lbIpRX1b5J/izJvkn+a3d/YyP7dfcRa7R3ZpLDN69CAADYfYaPU15V10vymiRHJnl9kheOrQgAABZraCifA/lrkzwyyV8mefRGbhYFAIC9ybBQXlXXT/LnSR6V5HVJ/mN3b+gGTwAA2JsM6VNeVTfIdGX8YUleneTnuvvqEbUAAMBoC79SPt/U+aZMgfyPI5ADAHAdtylXyqvq+CTHzy9vO8/vVVWnzP++oLufNv/7lUkenOSCJF9M8pyqWtnkGd19xmbUBgAAW91mdV+5a5LHrlh2x3lKks8nWQrld5jnt0zynHXaPGOTagMAgC1tU0J5d5+U5KQNbnvUZhwTAAD2FsPHKQcAgOs6oRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAG25RQXlUnVNXLquq9VXVJVXVVvfZa9rl3Vb2tqi6squ1V9fGqekpVXW8zagIAgD3FPpvUzq8nuUuSbyU5L8mh621cVQ9L8ldJLkvy+iQXJnlokhcnOTLJIzepLgAA2PI2q/vKryY5OMn+Sf7LehtW1f5J/jDJVUmO6u5f6O6nJ7lrkg8mOaGqHrVJdQEAwJa3KaG8u0/v7s90d29g8xOS3CrJX3T3Py5r47JMV9yTawn2AACwN9ms7is74ph5fuoq696T5NIk966qfbv78vUaqqoz11i1bvcZAADYSkaMvnLIPD9n5YruvjLJ5zL9snDHRRYFAACjjLhSfsA8v3iN9UvLb3ZtDXX3Eastn6+gH77jpQEAwOIZpxwAAAYbEcqXroQfsMb6peUXLaAWAAAYbkQo//Q8P3jliqraJ8kdklyZ5NxFFgUAAKOMCOXvmucPXGXdfZPcKMkHrm3kFQAA2FuMCOVvTHJBkkdV1b9bWlhV+yX5zfnlKwbUBQAAQ2zK6CtVdXyS4+eXt53n96qqU+Z/X9DdT0uS7r6kqn4xUzg/o6r+IsmFSY7LNFziG5O8fjPqAgCAPcFmDYl41ySPXbHsjrlmrPHPJ3na0orufnNV3S/Jf0/yiCT7Jflskl9L8tINPhkUAAD2CpsSyrv7pCQn7eA+70/y4M04PgAA7MmMUw4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADDY0FBeVQ+pqrdX1XlVtb2qzq2qN1TVvUbWBQAAizQslFfV7yb52ySHJzk1yUuSnJXkYUneX1WPHlUbAAAs0j4jDlpVt03ytCRfSfKj3f3VZeuOTvKuJM9P8toR9QEAwCKNulJ++/nY/7A8kCdJd5+e5JtJbjWiMAAAWLQhV8qTfCbJd5Lcvapu2d0XLK2oqvsmuWmSN19bI1V15hqrDt2UKgEAYAGGhPLuvrCqnpHkRUk+WVVvTvL1JHdKclySdyT5pRG1AQDAoo26Up7uPrmqtiV5VZJfXLbqs0lOWdmtZY02jlht+XwF/fDNqBMAAHa3kaOv/Nckb0xySqYr5DdOckSSc5P8WVX93qjaAABgkYaE8qo6KsnvJvnf3f1r3X1ud1/a3Wcl+ckkX0zy1Kq644j6AABgkUZdKf+JeX76yhXdfWmSD2eq7W6LLAoAAEYYFcr3nedrDXu4tPw7C6gFAACGGhXK3zvPH19V37d8RVU9KMmRSS5L8oFFFwYAAIs2avSVNyb5+yT/IcnZVfWmJOcnOSxT15ZK8szu/vqg+gAAYGFGjVN+dVU9OMkTkjwq082dN0pyYZK3JXlpd799RG0AALBoI8cpvyLJyfMEAADXWcPGKQcAACZCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAw2PJRX1f2r6k1VdX5VXV5VX6qq06rqwaNrAwCARdhn5MGr6veSPD3JeUn+d5ILktwqyRFJjkrytmHFAQDAggwL5VX1i5kC+Z8meXx3f2fF+usPKQwAABZsSPeVqto3yW8l+UJWCeRJ0t1XLLwwAAAYYNSV8gdk6qZycpKrq+ohSe6c5LIkH+7uDw6qCwAAFm5UKP+xeX5Zko9mCuT/oqrek+SE7v7aeo1U1ZlrrDp0lysEAIAFGTX6yq3n+dOTdJL7JLlpkh9N8vYk903yhjGlAQDAYo26Ur70y8CVSY7r7m3z63+qqp9M8ukk96uqe63XlaW7j1ht+XwF/fBNrBcAAHabUVfKL5rnH10WyJMk3X1pktPml3dfZFEAADDCqFD+6Xl+0RrrvzHPb7iAWgAAYKhRofydmfqS/3BVrVbD0o2fn1tcSQAAMMaQUN7dn0/yN0l+IMmTl6+rqmOT/Himq+inLr46AABYrGFP9EzyhCR3S/KieZzyjya5Q5Ljk1yV5HHdffHA+gAAYCGGhfLuPq+qjkjynCTHZRoG8ZJMV9B/p7s/PKo2AABYpJFXyjM/HOiJ8wQAANdJo270BAAAZkI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADLZlQnlVPbqqep4eN7oeAABYlC0Ryqvq+5O8PMm3RtcCAACLNjyUV1Ul+ZMkX0/yysHlAADAwg0P5UmelOSYJD+X5NuDawEAgIUbGsqr6rAkL0jyku5+z8haAABglH1GHbiq9knymiRfSPKsnWzjzDVWHbqzdQEAwKINC+VJnpPkbkn+fXdvH1gHAAAMNSSUV9U9Ml0d//3u/uDOttPdR6zR/plJDt/ZdgEAYJEW3qd87rby6iTnJHn2oo8PAABbzYgbPW+S5OAkhyW5bNkDgzrJc+dt/nBedvKA+gAAYKFGdF+5PMkfr7Hu8Ez9zN+X5NNJdrprCwAA7CkWHsrnmzoft9q6qjopUyj/0+7+o0XWBQAAo2yFhwcBAMB1mlAOAACDbalQ3t0ndXfpugIAwHXJlgrlAABwXSSUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBCOQAADCaUAwDAYEI5AAAMJpQDAMBgQjkAAAwmlAMAwGBDQnlV3aKqHldVb6qqz1bV9qq6uKreV1W/UFV+WQAA4Dpjn0HHfWSSVyT5cpLTk3whyW2SPDzJHyV5UFU9srt7UH0AALAwo0L5OUmOS/LW7r56aWFVPSvJh5M8IlNA/6sx5QEAwOIM6SbS3e/q7r9ZHsjn5ecneeX88qiFFwYAAANsxb7bV8zzK4dWAQAACzKq+8qqqmqfJD87vzx1A9ufucaqQzetKAAA2M222pXyFyS5c5K3dfdpo4sBAIBF2DJXyqvqSUmemuRTSR6zkX26+4g12jozyeGbVx0AAOw+W+JKeVX9SpKXJPlkkqO7+8LBJQEAwMIMD+VV9ZQkL0vyiUyB/PzBJQEAwEINDeVV9YwkL07ysUyB/Ksj6wEAgBGGhfKqenamGzvPTHL/7r5gVC0AADDSkBs9q+qxSZ6f5Kok703ypKpaudm27j5lwaUBAMDCjRp95Q7z/HpJnrLGNu9OcspCqgEAgIGGdF/p7pO6u65lOmpEbQAAsGjDR18BAIDrOqEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgMKEcAAAGE8oBAGAwoRwAAAYTygEAYDChHAAABhPKAQBgsH1GFwCwow565ltHlwA7bNsLHjK6hA1zjrEn2pPOsdW4Ug4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAw2NBQXlW3q6pXVdWXquryqtpWVSdX1c1H1gUAAIu0z6gDV9Wdknwgya2TvCXJp5LcPcmTkzywqo7s7q+Pqg8AABZl5JXy/5kpkD+pu4/v7md29zFJXpzkkCS/NbA2AABYmCGhfL5KfmySbUn+x4rVz03y7SSPqaobL7g0AABYuFFXyo+e52/v7quXr+jubyZ5f5IbJbnnogsDAIBFG9Wn/JB5fs4a6z+T6Ur6wUneuVYjVXXmGqvucvbZZ+eII47Y+Qp30pe/ePHCjwm76oh3PGd0CTvEecaeaE86z5xj7IlGnWNnn312khy0q+2MCuUHzPO1zvql5Tfbyfav2r59+8VnnXXWtp3cn63n0Hn+qaFV7KXp0sfdAAAHTklEQVTO+sroCtginGe7kfOMOMd2q4Hn2EFJLtnVRoaNvrIZunvxl8IZYumvIj5z2H2cZ7B7OcdYz6g+5UtXwg9YY/3S8osWUAsAAAw1KpR/ep4fvMb6H5rna/U5BwCAvcaoUH76PD+2qr6rhqq6aZIjk1ya5EOLLgwAABZtSCjv7n9O8vZMHeOfsGL185LcOMlruvvbCy4NAAAWbuSNnr+c5ANJXlpV909ydpJ7ZBrD/Jwk/31gbQAAsDDV3eMOXvX9SZ6f5IFJbpHky0nelOR53f2NYYUBAMACDQ3lAADAuBs9AQCAmVAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlbLqqul1VvaqqvlRVl1fVtqo6uapuvgNtXL+qfrKq/riqPlFVl1TVpVX1T1X1/Kq66U7Udb2q+tWq+nhVba+qC6vqbVV17x1tC0aoqltU1eOq6k1V9dn56/jiqnpfVf1CVe3w9/SqOnA+P7fN5+uX5vP3djvRlnOMvcZm/Cyb27l7Vf1OVf1dVZ1fVV1V5+1kTYdV1fOq6i1V9YW5ra6qkQ+DZJMYp5xNVVV3yvSk1lsneUuSTyW5e6YntX46yZHd/fUNtHNopqe8fjvJ6Uk+meQmSX48yZ0yPfX1yO6+YIN1VZK/THLCXMffJDkwyU8n2S/JI7r7LRv+j8IAVfWfk7wi04PWTk/yhSS3SfLwJAck+askj+wNfmOvqltkOl8PTvKuJB9JcmiShyX5apJ7dfe5G2zLOcZeY7N+ls1tnZzkyUmuyPSz7C5JvtjdO/OL71OSvDjJVUk+k+SgTOfX9bv7yh1tjy2mu02mTZuSnJakkzxxxfIXzctfucF2vi/JLye58YrlN0jyt3NbL9uBun5m3uf9SfZbtvzHklyeKYDcdPT7ZzKtNyU5JslDk3zPiuW3zRTQO1P43Wh7/2ve5/dXLH/SvPzUHWjLOWbaa6bN+lk273PXJHdLcoP5dSc5byfrOiTJPZLccH69bW5vn9HvmWnXJ1fK2TTzlYXPZvomcafuvnrZuptmurpXSW7d3d/ehePcO9MP/k9097/d4D7vSXKfJMd09+kr1r06yWOS/Hx3/8nO1gUjVdWzkvxWkpd39xM3sP1NMgXlq5N8b3d/c9m670lybpLbZzqXr/VquXOMvcXu/llWVZ2dvFK+SlvbMp2nrpTvBfQpZzMdPc/fvvybWJLMP/Dfn+RGSe65i8e5Yp5v6BtQVe2X5N5JLk3y3lU2+bt5fswu1gUj7dB5kek8vGGS9y8P5Ekyn7+nzS+PXrnjSs4x9jKL+lkG30UoZzMdMs/PWWP9Z+b5wbt4nJ+f56ducPs7JbleknPXuJKwWXXBEPNNXj87v9zoebGZ56tzjL3Jon6WwXcRytlMB8zzi9dYv7T8Zjt7gKo6LskvJTkvye9tlbpgsBckuXOSt3X3ade28WwzzwvnGHsTX88MIZSzx5j7kr8u04gsj+jubwwuCYarqicleWqm0SEeM7gcAHaSUM5mWrp6cMAa65eWX7SjDVfVvTL1S706yQO7+8NboS4Yqap+JclLMg2zdnR3X7gDu2/meeEcY2/i65khhHI206fn+Vr97H5onq/VT29VVXWfXDM81bHd/f4drOufM43pesc1HrCwU3XBSPN4xS9L8olMgfz8HWxiM89X5xh7k93yswyujVDOZloaBu3YlU8WnIeROjLT6Awf2miDVXVMphvXrkzygO7e8L5LuvuyTA+BuFGmIdtWetA8f9eOtg0jVNUzMj1A5GOZAvlXd6KZDyXZnuTIlU/Inc/fY+eXp6/ccSXnGHuZTf9ZBhshlLNpuvufk7w90xPGnrBi9fOS3DjJazY6rmtVHZvpQUHbk9y/uz+yC+W9Yp7/5jx829IxfizTEwe/lulpiLClVdWzM93YeWam82JDT7Vdqbu/leQ1mc7Lk1as/pVM5/FpGxmjfOYcY6+w2T/LYKM8PIhNtcqjic/O9PSxozP9qe/evYFHE1fVIZmuAu6X6Qf5J1bbrrtP2mBdyx8B/qlMjwC/RTwCnD1IVT02ySmZuoq8LKuPDrGtu0/ZYHu3yHS+HpzpKvaHkxyW5GGZHix07zmgbKQt5xh7jc36WTa3dWiSZy5b9NhMV9rfsGzZ0zbyC3ZV3TLJC5ctOiHTLwmvztTFM0le0N2f2khtbC1COZuuqr4/yfOTPDDTD+UvJ3lTkudtdMSUqjoqG/uzee1AXfskeWKmcc5/MMllST6Y5De7+wMbbQdGqaqTkjz3WjZ7d3cftQNtHji3eXyS703y9Uw3VT+nu8/bwfqcY+w1NuNn2dzOUbn2n2d36O5tG2jroCSfu5bNju7uMzZQGluMUA4AAIPpUw4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACDCeUAADCYUA4AAIMJ5QAAMJhQDgAAgwnlAAAwmFAOAACD/f9lYGyKglWuWwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 364
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 364
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 370
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for m in marks:\n",
    "    plot_allocations(responses, m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_allocations(responses, \"questionA1_stop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 373
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_allocations(responses, \"questionA1_stop\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = \"aa\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\u001b[0;31mDocstring:\u001b[0m\n",
       "S.split(sep=None, maxsplit=-1) -> list of strings\n",
       "\n",
       "Return a list of the words in S, using sep as the\n",
       "delimiter string.  If maxsplit is given, at most maxsplit\n",
       "splits are done. If sep is not specified or is None, any\n",
       "whitespace string is a separator and empty strings are\n",
       "removed from the result.\n",
       "\u001b[0;31mType:\u001b[0m      builtin_function_or_method\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "?a.split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
